About
Discord Stateoftheart AI
GitHub

Publications

633

Cited by

79077

David Heckerman

machine learningcomputational biologygenomicsexpert systemshiv

Microsoft Research

Papers and Citations

1 - 50
Causation, prediction, and search
2000
Peter Spirtes
Richard Scheines
David Heckerman
+1
Cited by 7870
Empirical analysis of predictive algorithms for collaborative filtering
2013
Carl Kadie
David Heckerman
JS Breese
Cited by 7258
Learning Bayesian networks: The combination of knowledge and statistical data
1995
David Heckerman
D Geiger
DM Chickering
Cited by 4808
A tutorial on learning with Bayesian networks
2008
David Heckerman
Cited by 4411
A hexanucleotide repeat expansion in C9ORF72 is the cause of chromosome 9p21-linked ALS-FTD
2011
Mario Sabatelli
Stuart Pickering-Brown
Michael A Nalls
+74
Cited by 3223
Inductive learning algorithms and representations for text categorization
1998
Mehran Sahami
John C. Platt
Susan Dumais
+1
Cited by 2300
A Bayesian approach to filtering junk e-mail
1998
Susan Dumais
David Heckerman
Mehran Sahami
+1
Cited by 2217
Introduction to statistical relational learning
2007
David Jensen
Charles Sutton
Ines Dutra
+37
Cited by 1721
Efficient control of population structure in model organism association mapping
2008
Noah A Zaitlen
David Heckerman
Claire M. Wade
+4
Cited by 1461
The Lumiere project: Bayesian user modeling for inferring the goals and needs of software users
2013
David Heckerman
Eric Horvitz
D Hovel
+2
Cited by 1084
CD8+ T-cell responses to different HIV proteins have discordant associations with viral load
2007
Christina Thobakgale
David Heckerman
Christine Rousseau
+27
Cited by 1069
Bayesian networks for data mining
1997
David Heckerman
Cited by 1022
Technique which utilizes a probabilistic classifier to detect " junk" e-mail by automatically updating a training and re-training the classifier based on the updated training …
2000
Susan Dumais
David Heckerman
Eric Horvitz
Cited by 950
FaST Linear Mixed Models for Genome-Wide Association Studies
2012
David Heckerman
Carl Kadie
Jennifer Listgarten
+3
Cited by 829
Intelligent user assistance facility
2000
Eric Horvitz
David Heckerman
AC Klein
+3
Cited by 813
Dependency networks for inference, collaborative filtering, and data visualization
2000
Christopher Meek
David Heckerman
Robert Rounthwaite
+2
Cited by 693
An MDP-based recommender system
2005
Guy Shani
David Heckerman
Ronen Brafman
Cited by 689
Bayesian factor regression models in the “large p, small n” paradigm
2003
David Heckerman
A Smith
M West
+4
Cited by 649
Large-sample learning of Bayesian networks is NP-hard
2004
David Heckerman
Christopher Meek
DM Chickering
Cited by 612
Toward normative expert systems: The Pathfinder project
1990
Eric Horvitz
David Heckerman
BN Nathwani
Cited by 592
Probabilistic interpretations for MYCIN's certainty factors
1986
David Heckerman
Cited by 573
Collaborative filtering utilizing a belief network
1997
David Heckerman
Eric Horvitz
DM Chickering
+1
Cited by 539
The variational Bayesian EM algorithm for incomplete data: with application to scoring graphical model structures
2003
James Berger
David Heckerman
M West
+4
Cited by 538
Probabilistic similarity networks
1990
David Heckerman
Cited by 519
Real-world applications of Bayesian networks
1995
David Heckerman
Michael Wellman
A Mamdani
Cited by 518
Continuous time dynamic topic models
2012
David Heckerman
Chong Wang
David Blei
Cited by 504
Adaptation of HIV-1 to human leukocyte antigen class I
2009
John Frater
David Heckerman
Philippa C. Matthews
+40
Cited by 493
Learning gaussian networks
1994
David Heckerman
D Geiger
Cited by 490
Learning Bayesian networks is NP-hard
1994
David Heckerman
D Geiger
DM Chickering
Cited by 460
Decision-theoretic troubleshooting
1995
David Heckerman
JS Breese
K Rommelse
Cited by 458
Visualization of navigation patterns on a web site using model-based clustering
2000
Christopher Meek
Padhraic Smyth
David Heckerman
+2
Cited by 440
A Bayesian approach to learning Bayesian networks with local structure
2013
Christopher Meek
David Heckerman
DM Chickering
Cited by 437
Efficient approximations for the marginal likelihood of Bayesian networks with hidden variables
1997
David Heckerman
DM Chickering
Cited by 434
Naturally occurring dominant resistance mutations to hepatitis C virus protease and polymerase inhibitors in treatment‐naive patients
2008
David Heckerman
Thomas Kuntzen
Vicki M Park
+42
Cited by 410
Apparatus and accompanying methods for visualizing clusters of data and hierarchical cluster classifications
2008
DM Chickering
David Heckerman
Paul Bradley
+1
Cited by 405
Beyond atopy: multiple patterns of sensitization in relation to asthma in a birth cohort study
2010
Markus Svensén
Christopher M. Bishop
David Heckerman
+5
Cited by 395
Methods and apparatus for classifying text and for building a text classifier
2001
John C. Platt
Eric Horvitz
David Heckerman
+2
Cited by 385
HIV-1 adaptation to NK-cell-mediated immune pressure
2011
Marcus Altfeld
Cesar Oniangue-Ndza
Maureen Martin
+10
Cited by 335
Learning Bayesian networks: Search methods and experimental results
1995
David Heckerman
D Chickering
D Geiger
Cited by 333
Causal independence for probability assessment and inference using Bayesian networks
1996
David Heckerman
JS Breese
Cited by 329
Estimating the Integrated Likelihood via Posterior Simulation Using the Harmonic Mean Identity
2006
AP Dawid
AFM Smith
M West
+4
Cited by 326
Model-based clustering and visualization of navigation patterns on a web site
2003
Christopher Meek
Padhraic Smyth
David Heckerman
+2
Cited by 307
An experimental comparison of model-based clustering methods
2001
David Heckerman
M Meilă
Cited by 298
Knowledge representation and inference in similarity networks and Bayesian multinets
1996
David Heckerman
D Geiger
Cited by 295
Improved linear mixed models for genome-wide association studies
2012
Carl Kadie
Jennifer Listgarten
Christoph Lippert
+3
Cited by 291
Feedback loop for spam prevention
2007
Robert Rounthwaite
David Heckerman
JT Goodman
+2
Cited by 287
A Bayesian approach to causal discovery
1999
David Heckerman
Gregory Cooper
Christopher Meek
Cited by 287
Methods and apparatus for automatically synchronizing electronic audio files with electronic text files
2001
Fil Alleva
Robert Rounthwaite
David Heckerman
+2
Cited by 277
Influence of HLA-C expression level on HIV control
2013
Richard Apps
David Heckerman
YU CHEN
+34
Cited by 276
Founder effects in the assessment of HIV polymorphisms and HLA allele associations
2007
Tanmoy Bhattacharya
David Heckerman
James I Mullins
+17
Cited by 275